{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PU learning techniques applied to artificial data\n",
    "\n",
    "## \"Blobs\" data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd                    # for data handling\n",
    "import numpy as np                     # for random selections, mainly\n",
    "import matplotlib.pyplot as plt        # for plotting\n",
    "%matplotlib inline                  \n",
    "plt.rcParams['figure.figsize'] = 7,7   # graph dimensions\n",
    "plt.rcParams['font.size'] = 14         # graph font size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create the data set\n",
    "from sklearn.datasets import make_blobs\n",
    "X, y = make_blobs(\n",
    "    n_samples = 6000, \n",
    "    centers = [[1,5], [5,1], [0,0], [6,6]]\n",
    ")\n",
    "y = (y > 1).astype(int)  # Convert the original labels [0,1,2,3] to [0,1]\n",
    "X = pd.DataFrame(X, columns = ['feature1', 'feature2'])\n",
    "y = pd.Series(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "6000 data points and 2 features\n",
      "3000 positive out of 6000 total\n"
     ]
    }
   ],
   "source": [
    "# Check the contents of the set\n",
    "print('%d data points and %d features' % (X.shape))\n",
    "print('%d positive out of %d total' % (sum(y), len(y)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the data set with the true labels\n",
    "plt.scatter(\n",
    "    X[y==0].feature1, X[y==0].feature2, \n",
    "    c='k', marker='.', linewidth=1, s=10, alpha=0.5, \n",
    "    label='Negative'\n",
    ")\n",
    "plt.scatter(\n",
    "    X[y==1].feature1, X[y==1].feature2, \n",
    "    c='b', marker='o', linewidth=0, s=50, alpha=0.5, \n",
    "    label='Positive'\n",
    ")\n",
    "plt.legend()\n",
    "plt.title('Data set (with the true labels)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Keep the original targets safe for later\n",
    "y_orig = y.copy()\n",
    "\n",
    "# Unlabel a certain number of data points\n",
    "hidden_size = 2700\n",
    "y.loc[\n",
    "    np.random.choice(\n",
    "        y[y == 1].index, \n",
    "        replace = False, \n",
    "        size = hidden_size\n",
    "    )\n",
    "] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "300 positive out of 6000 total\n"
     ]
    }
   ],
   "source": [
    "# Check the new contents of the set\n",
    "print('%d positive out of %d total' % (sum(y), len(y)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the data set, as the models will see it\n",
    "plt.scatter(\n",
    "    X[y==0].feature1, X[y==0].feature2, \n",
    "    c='k', marker='.', linewidth=1, s=10, alpha=0.5, \n",
    "    label='Unlabeled'\n",
    ")\n",
    "plt.scatter(\n",
    "    X[y==1].feature1, X[y==1].feature2, \n",
    "    c='b', marker='o', linewidth=0, s=50, alpha=0.5, \n",
    "    label='Positive'\n",
    ")\n",
    "plt.legend()\n",
    "plt.title('Data set (as seen by the classifiers)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Standard classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We'll use a generic random forest\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "rf = RandomForestClassifier(\n",
    "    n_estimators = 1000,  # Use 1000 trees\n",
    "    n_jobs = -1           # Use all CPU cores\n",
    ")\n",
    "rf.fit(X, y)\n",
    "\n",
    "# Store the scores assigned by this approach\n",
    "results = pd.DataFrame({\n",
    "    'truth'      : y_orig,   # The true labels\n",
    "    'label'      : y,        # The labels to be shown to models in experiment\n",
    "    'output_std' : rf.predict_proba(X)[:,1]   # The random forest's scores\n",
    "}, columns = ['truth', 'label', 'output_std'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize this approach's results\n",
    "plt.rcParams['figure.figsize'] = 9,7\n",
    "plt.scatter(\n",
    "    X[y==0].feature1, X[y==0].feature2, \n",
    "    c = results[y==0].output_std, linewidth = 0, s = 50, alpha = 0.5, \n",
    "    cmap = 'jet_r'\n",
    ")\n",
    "plt.colorbar(label='Scores given to unlabeled points')\n",
    "plt.title('Standard classifier')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bagging"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using `BaggingClassifierPU`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/shaypalachy/.pyenv/versions/3.7.5/envs/py3/lib/python3.7/site-packages/sklearn/externals/six.py:31: FutureWarning: The module is deprecated in version 0.21 and will be removed in version 0.23 since we've dropped support for Python 2.7. Please rely on the official version of six (https://pypi.org/project/six/).\n",
      "  \"(https://pypi.org/project/six/).\", FutureWarning)\n",
      "/Users/shaypalachy/.pyenv/versions/3.7.5/envs/py3/lib/python3.7/site-packages/sklearn/utils/deprecation.py:144: FutureWarning: The sklearn.ensemble.base module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.ensemble. Anything that cannot be imported from sklearn.ensemble is now part of the private API.\n",
      "  warnings.warn(message, FutureWarning)\n"
     ]
    }
   ],
   "source": [
    "from pulearn import BaggingClassifierPU\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "bc = BaggingClassifierPU(\n",
    "    DecisionTreeClassifier(), \n",
    "    n_estimators = 1000,  # 1000 trees as usual\n",
    "    max_samples = sum(y), # Balance the positives and unlabeled in each bag\n",
    "    n_jobs = -1           # Use all cores\n",
    ")\n",
    "bc.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "results['output_bag'] = bc.oob_decision_function_[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x504 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize this approach's results\n",
    "plt.scatter(\n",
    "    X[y==0].feature1, X[y==0].feature2, \n",
    "    c = results[y==0].output_skb, linewidth = 0, s = 50, alpha = 0.5, \n",
    "    cmap = 'jet_r'\n",
    ")\n",
    "plt.colorbar(label='Scores given to unlabeled points')\n",
    "plt.title(r'Using ${\\tt BaggingClassifierPU}$')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Comparison of approaches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# For each data point, calculate the average score from the three approaches\n",
    "results['output_all'] = results[[\n",
    "    'output_std', 'output_bag',\n",
    "]].mean(axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Prepare for graphing the performance \n",
    "# (i.e. the success in identifying hidden positives)\n",
    "ts = range(100, hidden_size, 100)\n",
    "y_std, y_bag, y_skb, y_stp, y_all = [], [], [], [], []\n",
    "for t in ts:\n",
    "    y_std.append(\n",
    "        results[results.label == 0].sort_values(\n",
    "            'output_std', ascending = False\n",
    "        ).head(t).truth.mean()\n",
    "    )\n",
    "    y_bag.append(\n",
    "        results[results.label == 0].sort_values(\n",
    "            'output_bag', ascending = False\n",
    "        ).head(t).truth.mean()\n",
    "    )\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Performance graphing\n",
    "plt.rcParams['font.size'] = 16\n",
    "plt.rcParams['figure.figsize'] = 15, 8\n",
    "\n",
    "plt.plot(\n",
    "    ts, y_std,\n",
    "    ts, y_bag,\n",
    "    lw = 3\n",
    ")\n",
    "\n",
    "vals = plt.gca().get_yticks()\n",
    "plt.yticks(vals, ['%.0f%%' % (v*100) for v in vals])\n",
    "plt.xlabel('Number of unlabeled data points chosen from the top rated')\n",
    "plt.ylabel('Percent of chosen that are secretly positive')\n",
    "plt.legend([\n",
    "    'Standard classifier', \n",
    "    'PU bagging', \n",
    "    'Two-step approach', \n",
    "    'Average score'\n",
    "])\n",
    "ylim = plt.gca().get_ylim()\n",
    "plt.title('Performance of the bagging approache against a standard classifier')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
